{"id":"W2790996085","doi":"10.1093/jcag/gwx003","title":"2017 Canadian Association of Gastroenterology Educational Needs Assessment Report","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Microscopic Colitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association of Gastroenterology","funders":"","keywords":"Medicine; Gastroenterology; Ulcerative colitis; Internal medicine; Inflammatory bowel disease; Diarrhea; Chronic diarrhea; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002181677,0.000156193,0.0006589794,0.0008506557,0.0001536803,0.00001712325,0.0003394284,0.0002632031,0.0005471521],"category_scores_gemma":[0.001515228,0.0001424107,0.0002933082,0.0002178084,0.0001295674,0.00009719586,0.00003703993,0.0004876837,0.000006819956],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008324469,"about_ca_system_score_gemma":0.005646366,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.152,"about_ca_topic_score_gemma":0.9682613,"domain_scores_codex":[0.997032,0.0004276425,0.00116983,0.0001477212,0.0005872654,0.0006355522],"domain_scores_gemma":[0.9935132,0.0001190398,0.00331805,0.0003397899,0.002158131,0.0005517995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001631736,0.00006117337,0.917112,0.0000162672,0.0004271859,0.00001941242,0.0002080454,0.000004906731,0.0008031952,0.0000987606,0.08106181,0.00002410813],"study_design_scores_gemma":[0.001851492,0.001512045,0.9840119,0.00008316084,0.0002477218,0.0008561648,0.00007164926,0.00001771878,0.00008326383,0.0001094532,0.01110945,0.00004591648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909356,0.000007539285,0.00003505467,0.08550949,0.002328995,0.0002301548,0.0001138664,0.000002555953,0.002416343],"genre_scores_gemma":[0.9916224,0.00001117214,0.0006241291,0.003177888,0.0007015321,0.000004135051,0.00002630841,0.0000167817,0.003815611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8162613,"threshold_uncertainty_score":0.9999907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00942207965698749,"score_gpt":0.2786979752836217,"score_spread":0.2692758956266342,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}